Overview
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 440833 |
| Missing cells | 12 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 110.1 MiB |
| Average record size in memory | 262.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 4 |
Churn is highly overall correlated with CustomerID and 1 other fields | High correlation |
CustomerID is highly overall correlated with Churn | High correlation |
Support Calls is highly overall correlated with Churn | High correlation |
Support Calls has 69875 (15.9%) zeros | Zeros |
Payment Delay has 16904 (3.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-12-17 17:02:12.575205 |
|---|---|
| Analysis finished | 2025-12-17 17:02:40.624388 |
| Duration | 28.05 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
CustomerID
Real number (ℝ)
High correlation
| Distinct | 440832 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 225398.67 |
| Minimum | 2 |
|---|---|
| Maximum | 449999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 22050.55 |
| Q1 | 113621.75 |
| median | 226125.5 |
| Q3 | 337739.25 |
| 95-th percentile | 425905.45 |
| Maximum | 449999 |
| Range | 449997 |
| Interquartile range (IQR) | 224117.5 |
Descriptive statistics
| Standard deviation | 129531.92 |
|---|---|
| Coefficient of variation (CV) | 0.57467917 |
| Kurtosis | -1.2006439 |
| Mean | 225398.67 |
| Median Absolute Deviation (MAD) | 112049.5 |
| Skewness | -0.018485823 |
| Sum | 9.9362946 × 1010 |
| Variance | 1.6778518 × 1010 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Other values (440822) | 440822 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 |
| Value | Count | Frequency (%) |
| 449999 | 1 | |
| 449998 | 1 | |
| 449997 | 1 | |
| 449996 | 1 | |
| 449995 | 1 | |
| 449994 | 1 | |
| 449993 | 1 | |
| 449992 | 1 | |
| 449991 | 1 | |
| 449990 | 1 |
Age
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.373153 |
| Minimum | 18 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 29 |
| median | 39 |
| Q3 | 48 |
| 95-th percentile | 61 |
| Maximum | 65 |
| Range | 47 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 12.442369 |
|---|---|
| Coefficient of variation (CV) | 0.3160115 |
| Kurtosis | -0.86485336 |
| Mean | 39.373153 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.16201568 |
| Sum | 17356946 |
| Variance | 154.81256 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 13527 | 3.1% |
| 42 | 12578 | 2.9% |
| 40 | 12417 | 2.8% |
| 48 | 12379 | 2.8% |
| 47 | 12369 | 2.8% |
| 46 | 12368 | 2.8% |
| 44 | 12344 | 2.8% |
| 49 | 12331 | 2.8% |
| 41 | 12314 | 2.8% |
| 43 | 12298 | 2.8% |
| Other values (38) | 315907 |
| Value | Count | Frequency (%) |
| 18 | 8219 | |
| 19 | 8073 | |
| 20 | 9553 | |
| 21 | 9574 | |
| 22 | 9639 | |
| 23 | 9513 | |
| 24 | 9465 | |
| 25 | 9647 | |
| 26 | 9692 | |
| 27 | 9472 |
| Value | Count | Frequency (%) |
| 65 | 5460 | |
| 64 | 5496 | |
| 63 | 5560 | |
| 62 | 5288 | |
| 61 | 5407 | |
| 60 | 5430 | |
| 59 | 5573 | |
| 58 | 5373 | |
| 57 | 5361 | |
| 56 | 5477 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8646378 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 250252 | |
| Female | 190580 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 250252 | |
| female | 190580 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 631412 | |
| a | 440832 | |
| l | 440832 | |
| M | 250252 | 11.7% |
| F | 190580 | 8.9% |
| m | 190580 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2144488 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 631412 | |
| a | 440832 | |
| l | 440832 | |
| M | 250252 | 11.7% |
| F | 190580 | 8.9% |
| m | 190580 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2144488 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 631412 | |
| a | 440832 | |
| l | 440832 | |
| M | 250252 | 11.7% |
| F | 190580 | 8.9% |
| m | 190580 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2144488 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 631412 | |
| a | 440832 | |
| l | 440832 | |
| M | 250252 | 11.7% |
| F | 190580 | 8.9% |
| m | 190580 | 8.9% |
Tenure
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.256336 |
| Minimum | 1 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 32 |
| Q3 | 46 |
| 95-th percentile | 58 |
| Maximum | 60 |
| Range | 59 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 17.255727 |
|---|---|
| Coefficient of variation (CV) | 0.55207135 |
| Kurtosis | -1.192523 |
| Mean | 31.256336 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.06140161 |
| Sum | 13778793 |
| Variance | 297.76013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 7828 | 1.8% |
| 49 | 7815 | 1.8% |
| 56 | 7812 | 1.8% |
| 55 | 7777 | 1.8% |
| 33 | 7770 | 1.8% |
| 52 | 7769 | 1.8% |
| 30 | 7750 | 1.8% |
| 47 | 7747 | 1.8% |
| 48 | 7737 | 1.8% |
| 57 | 7735 | 1.8% |
| Other values (50) | 363092 |
| Value | Count | Frequency (%) |
| 1 | 6407 | |
| 2 | 6575 | |
| 3 | 6417 | |
| 4 | 6606 | |
| 5 | 6669 | |
| 6 | 7704 | |
| 7 | 7569 | |
| 8 | 7670 | |
| 9 | 7534 | |
| 10 | 7674 |
| Value | Count | Frequency (%) |
| 60 | 7658 | |
| 59 | 7597 | |
| 58 | 7669 | |
| 57 | 7735 | |
| 56 | 7812 | |
| 55 | 7777 | |
| 54 | 7606 | |
| 53 | 7665 | |
| 52 | 7769 | |
| 51 | 7594 |
Usage Frequency
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.807494 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.5862416 |
|---|---|
| Coefficient of variation (CV) | 0.5431754 |
| Kurtosis | -1.1758148 |
| Mean | 15.807494 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.043473478 |
| Sum | 6968449 |
| Variance | 73.723546 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 15311 | 3.5% |
| 29 | 15284 | 3.5% |
| 20 | 15258 | 3.5% |
| 25 | 15237 | 3.5% |
| 30 | 15232 | 3.5% |
| 21 | 15205 | 3.4% |
| 19 | 15204 | 3.4% |
| 12 | 15179 | 3.4% |
| 26 | 15134 | 3.4% |
| 15 | 15129 | 3.4% |
| Other values (20) | 288659 |
| Value | Count | Frequency (%) |
| 1 | 13797 | |
| 2 | 13633 | |
| 3 | 13843 | |
| 4 | 13549 | |
| 5 | 13716 | |
| 6 | 13746 | |
| 7 | 13555 | |
| 8 | 13725 | |
| 9 | 13770 | |
| 10 | 15090 |
| Value | Count | Frequency (%) |
| 30 | 15232 | |
| 29 | 15284 | |
| 28 | 15012 | |
| 27 | 15121 | |
| 26 | 15134 | |
| 25 | 15237 | |
| 24 | 15038 | |
| 23 | 15072 | |
| 22 | 15005 | |
| 21 | 15205 |
Support Calls
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6044366 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 69875 |
| Zeros (%) | 15.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.0702179 |
|---|---|
| Coefficient of variation (CV) | 0.85178856 |
| Kurtosis | -0.74591196 |
| Mean | 3.6044366 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.66680851 |
| Sum | 1588951 |
| Variance | 9.4262378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 69875 | |
| 1 | 69476 | |
| 2 | 66571 | |
| 3 | 52729 | |
| 4 | 38750 | |
| 5 | 24918 | 5.7% |
| 10 | 23900 | 5.4% |
| 7 | 23870 | 5.4% |
| 9 | 23630 | 5.4% |
| 8 | 23559 | 5.3% |
| Value | Count | Frequency (%) |
| 0 | 69875 | |
| 1 | 69476 | |
| 2 | 66571 | |
| 3 | 52729 | |
| 4 | 38750 | |
| 5 | 24918 | 5.7% |
| 6 | 23554 | 5.3% |
| 7 | 23870 | 5.4% |
| 8 | 23559 | 5.3% |
| 9 | 23630 | 5.4% |
| Value | Count | Frequency (%) |
| 10 | 23900 | 5.4% |
| 9 | 23630 | 5.4% |
| 8 | 23559 | 5.3% |
| 7 | 23870 | 5.4% |
| 6 | 23554 | 5.3% |
| 5 | 24918 | 5.7% |
| 4 | 38750 | |
| 3 | 52729 | |
| 2 | 66571 | |
| 1 | 69476 |
Payment Delay
Real number (ℝ)
Zeros
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.965722 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 16904 |
| Zeros (%) | 3.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 12 |
| Q3 | 19 |
| 95-th percentile | 28 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.2580625 |
|---|---|
| Coefficient of variation (CV) | 0.63691499 |
| Kurtosis | -0.89567824 |
| Mean | 12.965722 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.26740713 |
| Sum | 5715705 |
| Variance | 68.195597 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 17198 | 3.9% |
| 11 | 17185 | 3.9% |
| 20 | 17175 | 3.9% |
| 13 | 17095 | 3.9% |
| 14 | 17078 | 3.9% |
| 10 | 17051 | 3.9% |
| 7 | 17027 | 3.9% |
| 18 | 17027 | 3.9% |
| 3 | 17025 | 3.9% |
| 1 | 17021 | 3.9% |
| Other values (21) | 269950 |
| Value | Count | Frequency (%) |
| 0 | 16904 | |
| 1 | 17021 | |
| 2 | 16822 | |
| 3 | 17025 | |
| 4 | 16938 | |
| 5 | 16744 | |
| 6 | 16954 | |
| 7 | 17027 | |
| 8 | 16892 | |
| 9 | 16869 |
| Value | Count | Frequency (%) |
| 30 | 8590 | |
| 29 | 8446 | |
| 28 | 8299 | |
| 27 | 8178 | |
| 26 | 8383 | |
| 25 | 8362 | |
| 24 | 8325 | |
| 23 | 8323 | |
| 22 | 8454 | |
| 21 | 8670 |
Subscription Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 26.8 MiB |
| Standard | |
|---|---|
| Premium | |
| Basic |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.6893964 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Standard |
|---|---|
| 2nd row | Basic |
| 3rd row | Basic |
| 4th row | Standard |
| 5th row | Basic |
Common Values
| Value | Count | Frequency (%) |
| Standard | 149128 | |
| Premium | 148678 | |
| Basic | 143026 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| standard | 149128 | |
| premium | 148678 | |
| basic | 143026 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 441282 | |
| d | 298256 | |
| r | 297806 | |
| m | 297356 | |
| i | 291704 | |
| S | 149128 | 5.1% |
| n | 149128 | 5.1% |
| t | 149128 | 5.1% |
| e | 148678 | 5.0% |
| P | 148678 | 5.0% |
| Other values (4) | 577756 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2948900 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 441282 | |
| d | 298256 | |
| r | 297806 | |
| m | 297356 | |
| i | 291704 | |
| S | 149128 | 5.1% |
| n | 149128 | 5.1% |
| t | 149128 | 5.1% |
| e | 148678 | 5.0% |
| P | 148678 | 5.0% |
| Other values (4) | 577756 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2948900 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 441282 | |
| d | 298256 | |
| r | 297806 | |
| m | 297356 | |
| i | 291704 | |
| S | 149128 | 5.1% |
| n | 149128 | 5.1% |
| t | 149128 | 5.1% |
| e | 148678 | 5.0% |
| P | 148678 | 5.0% |
| Other values (4) | 577756 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2948900 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 441282 | |
| d | 298256 | |
| r | 297806 | |
| m | 297356 | |
| i | 291704 | |
| S | 149128 | 5.1% |
| n | 149128 | 5.1% |
| t | 149128 | 5.1% |
| e | 148678 | 5.0% |
| P | 148678 | 5.0% |
| Other values (4) | 577756 |
Contract Length
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 27.1 MiB |
| Annual | |
|---|---|
| Quarterly | |
| Monthly |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.398932 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Annual |
|---|---|
| 2nd row | Monthly |
| 3rd row | Quarterly |
| 4th row | Monthly |
| 5th row | Monthly |
Common Values
| Value | Count | Frequency (%) |
| Annual | 177198 | |
| Quarterly | 176530 | |
| Monthly | 87104 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| annual | 177198 | |
| quarterly | 176530 | |
| monthly | 87104 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 441500 | |
| l | 440832 | |
| u | 353728 | |
| a | 353728 | |
| r | 353060 | |
| y | 263634 | |
| t | 263634 | |
| A | 177198 | |
| Q | 176530 | 5.4% |
| e | 176530 | 5.4% |
| Other values (3) | 261312 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3261686 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 441500 | |
| l | 440832 | |
| u | 353728 | |
| a | 353728 | |
| r | 353060 | |
| y | 263634 | |
| t | 263634 | |
| A | 177198 | |
| Q | 176530 | 5.4% |
| e | 176530 | 5.4% |
| Other values (3) | 261312 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3261686 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 441500 | |
| l | 440832 | |
| u | 353728 | |
| a | 353728 | |
| r | 353060 | |
| y | 263634 | |
| t | 263634 | |
| A | 177198 | |
| Q | 176530 | 5.4% |
| e | 176530 | 5.4% |
| Other values (3) | 261312 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3261686 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 441500 | |
| l | 440832 | |
| u | 353728 | |
| a | 353728 | |
| r | 353060 | |
| y | 263634 | |
| t | 263634 | |
| A | 177198 | |
| Q | 176530 | 5.4% |
| e | 176530 | 5.4% |
| Other values (3) | 261312 |
Total Spend
Real number (ℝ)
| Distinct | 68363 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 631.61622 |
| Minimum | 100 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 177 |
| Q1 | 480 |
| median | 661 |
| Q3 | 830 |
| 95-th percentile | 965.8945 |
| Maximum | 1000 |
| Range | 900 |
| Interquartile range (IQR) | 350 |
Descriptive statistics
| Standard deviation | 240.803 |
|---|---|
| Coefficient of variation (CV) | 0.38124892 |
| Kurtosis | -0.75148884 |
| Mean | 631.61622 |
| Median Absolute Deviation (MAD) | 172.55 |
| Skewness | -0.45717408 |
| Sum | 2.7843664 × 108 |
| Variance | 57986.085 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 234 | 269 | 0.1% |
| 432 | 267 | 0.1% |
| 703 | 266 | 0.1% |
| 139 | 265 | 0.1% |
| 845 | 265 | 0.1% |
| 581 | 265 | 0.1% |
| 133 | 263 | 0.1% |
| 534 | 262 | 0.1% |
| 613 | 262 | 0.1% |
| 269 | 261 | 0.1% |
| Other values (68353) | 438187 |
| Value | Count | Frequency (%) |
| 100 | 100 | |
| 100.02 | 1 | < 0.1% |
| 100.06 | 1 | < 0.1% |
| 100.07 | 1 | < 0.1% |
| 100.08 | 1 | < 0.1% |
| 100.09 | 2 | < 0.1% |
| 100.11 | 1 | < 0.1% |
| 100.12 | 2 | < 0.1% |
| 100.13 | 2 | < 0.1% |
| 100.16 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 111 | |
| 999.99 | 5 | < 0.1% |
| 999.98 | 2 | < 0.1% |
| 999.97 | 3 | < 0.1% |
| 999.96 | 7 | < 0.1% |
| 999.95 | 2 | < 0.1% |
| 999.94 | 5 | < 0.1% |
| 999.93 | 4 | < 0.1% |
| 999.92 | 6 | < 0.1% |
| 999.91 | 2 | < 0.1% |
Last Interaction
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.480868 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 14 |
| Q3 | 22 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.5962077 |
|---|---|
| Coefficient of variation (CV) | 0.59362517 |
| Kurtosis | -1.1537597 |
| Mean | 14.480868 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.17677405 |
| Sum | 6383630 |
| Variance | 73.894787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 16914 | 3.8% |
| 14 | 16771 | 3.8% |
| 8 | 16762 | 3.8% |
| 15 | 16750 | 3.8% |
| 6 | 16746 | 3.8% |
| 1 | 16727 | 3.8% |
| 12 | 16722 | 3.8% |
| 3 | 16711 | 3.8% |
| 5 | 16710 | 3.8% |
| 10 | 16685 | 3.8% |
| Other values (20) | 273334 |
| Value | Count | Frequency (%) |
| 1 | 16727 | |
| 2 | 16663 | |
| 3 | 16711 | |
| 4 | 16570 | |
| 5 | 16710 | |
| 6 | 16746 | |
| 7 | 16914 | |
| 8 | 16762 | |
| 9 | 16532 | |
| 10 | 16685 |
| Value | Count | Frequency (%) |
| 30 | 12654 | |
| 29 | 12567 | |
| 28 | 12754 | |
| 27 | 12787 | |
| 26 | 12823 | |
| 25 | 12603 | |
| 24 | 12893 | |
| 23 | 12644 | |
| 22 | 12690 | |
| 21 | 12645 |
Churn
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 25.2 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 249999 | |
| 0.0 | 190833 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 249999 | |
| 0.0 | 190833 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 631665 | |
| . | 440832 | |
| 1 | 249999 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1322496 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631665 | |
| . | 440832 | |
| 1 | 249999 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1322496 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631665 | |
| . | 440832 | |
| 1 | 249999 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1322496 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631665 | |
| . | 440832 | |
| 1 | 249999 | 18.9% |
Interactions
Correlations
| Age | Churn | Contract Length | CustomerID | Gender | Last Interaction | Payment Delay | Subscription Type | Support Calls | Tenure | Total Spend | Usage Frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.432 | 0.122 | -0.163 | 0.066 | 0.026 | 0.051 | 0.006 | 0.169 | -0.010 | -0.070 | -0.006 |
| Churn | 0.432 | 1.000 | 0.434 | 0.949 | 0.175 | 0.172 | 0.402 | 0.020 | 0.615 | 0.078 | 0.496 | 0.059 |
| Contract Length | 0.122 | 0.434 | 1.000 | 0.291 | 0.068 | 0.047 | 0.112 | 0.007 | 0.169 | 0.023 | 0.136 | 0.016 |
| CustomerID | -0.163 | 0.949 | 0.291 | 1.000 | 0.166 | -0.125 | -0.243 | 0.013 | -0.470 | 0.044 | 0.334 | 0.038 |
| Gender | 0.066 | 0.175 | 0.068 | 0.166 | 1.000 | 0.156 | 0.063 | 0.003 | 0.097 | 0.011 | 0.077 | 0.012 |
| Last Interaction | 0.026 | 0.172 | 0.047 | -0.125 | 0.156 | 1.000 | 0.039 | 0.001 | 0.075 | -0.007 | -0.052 | -0.005 |
| Payment Delay | 0.051 | 0.402 | 0.112 | -0.243 | 0.063 | 0.039 | 1.000 | 0.004 | 0.146 | -0.015 | -0.104 | -0.013 |
| Subscription Type | 0.006 | 0.020 | 0.007 | 0.013 | 0.003 | 0.001 | 0.004 | 1.000 | 0.008 | 0.039 | 0.007 | 0.000 |
| Support Calls | 0.169 | 0.615 | 0.169 | -0.470 | 0.097 | 0.075 | 0.146 | 0.008 | 1.000 | -0.027 | -0.199 | -0.021 |
| Tenure | -0.010 | 0.078 | 0.023 | 0.044 | 0.011 | -0.007 | -0.015 | 0.039 | -0.027 | 1.000 | 0.017 | -0.027 |
| Total Spend | -0.070 | 0.496 | 0.136 | 0.334 | 0.077 | -0.052 | -0.104 | 0.007 | -0.199 | 0.017 | 1.000 | 0.017 |
| Usage Frequency | -0.006 | 0.059 | 0.016 | 0.038 | 0.012 | -0.005 | -0.013 | 0.000 | -0.021 | -0.027 | 0.017 | 1.000 |
Missing values
Sample
| CustomerID | Age | Gender | Tenure | Usage Frequency | Support Calls | Payment Delay | Subscription Type | Contract Length | Total Spend | Last Interaction | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2.0 | 30.0 | Female | 39.0 | 14.0 | 5.0 | 18.0 | Standard | Annual | 932.0 | 17.0 | 1.0 |
| 1 | 3.0 | 65.0 | Female | 49.0 | 1.0 | 10.0 | 8.0 | Basic | Monthly | 557.0 | 6.0 | 1.0 |
| 2 | 4.0 | 55.0 | Female | 14.0 | 4.0 | 6.0 | 18.0 | Basic | Quarterly | 185.0 | 3.0 | 1.0 |
| 3 | 5.0 | 58.0 | Male | 38.0 | 21.0 | 7.0 | 7.0 | Standard | Monthly | 396.0 | 29.0 | 1.0 |
| 4 | 6.0 | 23.0 | Male | 32.0 | 20.0 | 5.0 | 8.0 | Basic | Monthly | 617.0 | 20.0 | 1.0 |
| 5 | 8.0 | 51.0 | Male | 33.0 | 25.0 | 9.0 | 26.0 | Premium | Annual | 129.0 | 8.0 | 1.0 |
| 6 | 9.0 | 58.0 | Female | 49.0 | 12.0 | 3.0 | 16.0 | Standard | Quarterly | 821.0 | 24.0 | 1.0 |
| 7 | 10.0 | 55.0 | Female | 37.0 | 8.0 | 4.0 | 15.0 | Premium | Annual | 445.0 | 30.0 | 1.0 |
| 8 | 11.0 | 39.0 | Male | 12.0 | 5.0 | 7.0 | 4.0 | Standard | Quarterly | 969.0 | 13.0 | 1.0 |
| 9 | 12.0 | 64.0 | Female | 3.0 | 25.0 | 2.0 | 11.0 | Standard | Quarterly | 415.0 | 29.0 | 1.0 |
| CustomerID | Age | Gender | Tenure | Usage Frequency | Support Calls | Payment Delay | Subscription Type | Contract Length | Total Spend | Last Interaction | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 440823 | 449990.0 | 48.0 | Male | 11.0 | 27.0 | 1.0 | 18.0 | Standard | Annual | 618.28 | 5.0 | 0.0 |
| 440824 | 449991.0 | 41.0 | Male | 46.0 | 25.0 | 3.0 | 2.0 | Standard | Quarterly | 619.79 | 15.0 | 0.0 |
| 440825 | 449992.0 | 41.0 | Male | 27.0 | 20.0 | 2.0 | 12.0 | Standard | Quarterly | 634.17 | 27.0 | 0.0 |
| 440826 | 449993.0 | 49.0 | Male | 37.0 | 23.0 | 4.0 | 16.0 | Standard | Annual | 666.65 | 30.0 | 0.0 |
| 440827 | 449994.0 | 45.0 | Male | 6.0 | 25.0 | 2.0 | 15.0 | Basic | Annual | 837.00 | 2.0 | 0.0 |
| 440828 | 449995.0 | 42.0 | Male | 54.0 | 15.0 | 1.0 | 3.0 | Premium | Annual | 716.38 | 8.0 | 0.0 |
| 440829 | 449996.0 | 25.0 | Female | 8.0 | 13.0 | 1.0 | 20.0 | Premium | Annual | 745.38 | 2.0 | 0.0 |
| 440830 | 449997.0 | 26.0 | Male | 35.0 | 27.0 | 1.0 | 5.0 | Standard | Quarterly | 977.31 | 9.0 | 0.0 |
| 440831 | 449998.0 | 28.0 | Male | 55.0 | 14.0 | 2.0 | 0.0 | Standard | Quarterly | 602.55 | 2.0 | 0.0 |
| 440832 | 449999.0 | 31.0 | Male | 48.0 | 20.0 | 1.0 | 14.0 | Premium | Quarterly | 567.77 | 21.0 | 0.0 |